Playing games against nature: optimal policies for renewable resource allocation.
Stefano ErmonJon ConradCarla P. GomesBart SelmanPublished in: UAI (2010)
Keyphrases
- resource allocation
- optimal policy
- markov decision processes
- decision problems
- dynamic programming
- playing games
- state space
- infinite horizon
- finite horizon
- reinforcement learning
- long run
- resource allocation problems
- average reward
- finite state
- multistage
- allocation problems
- resource allocation decisions
- average cost
- policy iteration
- average reward reinforcement learning
- lost sales
- dynamic programming algorithms
- serial inventory systems
- sufficient conditions
- optimal resource allocation
- combinatorial auctions
- partially observable markov decision processes
- scarce resources
- game design
- search space